{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Formatting Plots\n",
    "\n",
    "## About the Data\n",
    "In this notebook, we will be working with Facebook's stock price throughout 2018 (obtained using the [`stock_analysis` package](https://github.com/stefmolin/stock-analysis)).\n",
    "\n",
    "## Setup"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "\n",
    "fb = pd.read_csv(\n",
    "    'data/fb_stock_prices_2018.csv', index_col='date', parse_dates=True\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Titles and Axis Labels\n",
    "- `plt.suptitle()` adds a title to plots and subplots\n",
    "- `plt.title()` adds a title to a single plot. Note if you use subplots, it will only put the title on the last subplot, so you will need to use `plt.suptitle()`\n",
    "- `plt.xlabel()` labels the x-axis\n",
    "- `plt.ylabel()` labels the y-axis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'price ($)')"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fb.close.plot()\n",
    "plt.suptitle('FB Closing Price')\n",
    "plt.xlabel('date')\n",
    "plt.ylabel('price ($)')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### `plt.suptitle()` vs. `plt.title()`\n",
    "Check out what happens when we call `plt.title()` with subplots:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'price ($)')"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fb.iloc[:,:4].plot(subplots=True, layout=(2, 2), figsize=(12, 5))\n",
    "plt.title('Facebook 2018 Stock Data')\n",
    "plt.xlabel('date')\n",
    "plt.ylabel('price ($)')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Simply getting into the habit of using `plt.suptitle()` instead of `plt.title()` will save you this confusion:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'price ($)')"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fb.iloc[:,:4].plot(subplots=True, layout=(2, 2), figsize=(12, 5))\n",
    "plt.suptitle('Facebook 2018 Stock Data')\n",
    "plt.xlabel('date')\n",
    "plt.ylabel('price ($)')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Legends\n",
    "`plt.legend()` adds a legend to the plot. We can specify where to place it with the `loc` parameter:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'price ($)')"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fb.assign(\n",
    "    ma=lambda x: x.close.rolling(20).mean()\n",
    ").plot(\n",
    "    y=['close', 'ma'], \n",
    "    title='FB closing price in 2018',\n",
    "    label=['closing price', '20D moving average']\n",
    ")\n",
    "plt.legend(loc='lower left')\n",
    "plt.ylabel('price ($)')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Formatting Axes\n",
    "### Specifying axis limits\n",
    "`plt.xlim()` and `plt.ylim()` can be used to specify the minimum and maximum values for the axis. Passing `None` will have `matplotlib` determine the limit."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'price ($)')"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fb.open.plot(figsize=(10, 3), title='FB opening price 2018')\n",
    "plt.ylim(0, None)\n",
    "plt.ylabel('price ($)')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Formatting the Axis Ticks\n",
    "We can use `plt.xticks()` and `plt.yticks()` to provide tick labels and specify, which ticks to show. Here, we show every other month:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'price ($)')"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import calendar\n",
    "\n",
    "fb.open.plot(figsize=(10, 3), rot=0, title='FB opening price 2018')\n",
    "locs, labels = plt.xticks()\n",
    "plt.xticks(locs + 15 , calendar.month_name[1::2])\n",
    "plt.ylabel('price ($)')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Using `ticker`\n",
    "##### `PercentFormatter`\n",
    "We can use `ticker.PercentFormatter` and specify the denominator (`xmax`) to use when calculating the percentages. This gets passed to the `set_major_formatter()` method of the `xaxis` or `yaxis` on the `Axes`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'percent of highest price ($218.62)')"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.ticker as ticker\n",
    "\n",
    "ax = fb.close.plot(\n",
    "    figsize=(10, 4), \n",
    "    title='Facebook Closing Price as Percentage of Highest Price in Time Range'\n",
    ")\n",
    "ax.yaxis.set_major_formatter(\n",
    "    ticker.PercentFormatter(xmax=fb.high.max())\n",
    ")\n",
    "ax.set_yticks([\n",
    "    fb.high.max()*pct for pct in np.linspace(0.6, 1, num=5)\n",
    "]) # show round percentages only (60%, 80%, etc.)\n",
    "ax.set_ylabel(f'percent of highest price (${fb.high.max()})')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### `MultipleLocator`\n",
    "Say we have the following data. The points only take on integer values for `x`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1d38e570>]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1, 1)\n",
    "np.random.seed(0)\n",
    "ax.plot(np.tile(np.arange(0, 5), 10), np.random.rand(50), 'ko')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If we don't want to show decimal values on the x-axis, we can use the `MultipleLocator`. This will give ticks for all multiples of a number specified with the `base` parameter. To get integer values, we use `base=1`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1, 1)\n",
    "np.random.seed(0)\n",
    "ax.plot(np.tile(np.arange(0, 5), 10), np.random.rand(50), 'ko')\n",
    "ax.get_xaxis().set_major_locator(\n",
    "    ticker.MultipleLocator(base=1)\n",
    ")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
